一个基于电信号的条件监控数据集,用于松鼠的感应发电机
Rafael Noboro Tominaga1, Santiago Silveira Barbosa1, Luan Andrade Sousa1
1University of São Paulo (USP), São Paulo, Brazil.
Data in brief
|December 9, 2025
概括
这项研究介绍了在健康和故障条件下从松鼠感应发电机 (SCIG) 进行电气测量的数据集. 这些数据有助于开发用于风力轮机的先进故障检测技术,提高可靠性并防止停机.
科学领域:
- 电气工程 电气工程
- 可再生能源系统可再生能源系统
- 状态监控 状态监控
背景情况:
- 松鼠感应发电机 (SCIG) 在变速风力轮机中至关重要.
- 尽管坚固,但SCIG容易发生内部故障,需要早期检测.
- 现有的数据集可能无法完全捕捉不同条件下的SCIG特定故障动态.
研究的目的:
- 提供来自SCIG的高分辨率电气测量的全面数据集.
- 促进SCIG故障检测和诊断技术的开发和验证.
- 支持风力轮发电机的条件监测和机器学习方面的研究.
主要方法:
- 缩小规模的SCIG实验室测试台的实验设置.
- 引入可控的间转和间的短路故障,严重程度不同.
- 在多个操作点下记录高分辨率 (20 kHz) 的电压,电流,扭矩和转速数据.
主要成果:
- 一个包含225个.mat文件的数据集,来自24个故障场景和一个健康状态.
- 高保真时间域信号捕获SCIG在短路期间的行为.
- 一个用于数据可视化和分析的Python接口.
结论:
- 该数据集是用于信号处理和机器学习算法开发的宝贵资源,用于SCIG故障检测.
- 它通过提供来自不同的机器拓和控制方法的数据来补充现有研究.
- 这些数据将有助于提高风力轮发电机的可靠性和预测性维护.
更多相关视频
10:52Design, Instrumentation and Usage Protocols for Distributed In Situ Thermal Hot Spots Monitoring in Electric Coils using FBG Sensor Multiplexing
Published on: March 8, 2020
6.1K
04:35Author Spotlight: Simulation and Analysis of the Temperature Rise of Ring Main Unit Equipment
Published on: July 5, 2024
2.3K
相关概念视频
Generator Voltage Control
604
Generator voltage control is crucial for maintaining the stable operation of synchronous generators and wind turbines. In older models, a DC generator driven by the rotor delivers DC power to the rotor's field winding, and the power is transferred through slip rings and brushes. In the latest models, static or brushless exciters are used. Static exciters rectify AC power from the generator terminals and then transfer the DC power directly to the rotor. Brushless exciters, on the other hand, use...
604
Three-Phase Short Circuit—Unloaded Synchronous Machine
645
Conducting a three-phase short circuit test on an unloaded synchronous machine helps understand its impact on the system. The AC fault current's oscillogram, with the DC offset removed, reveals that the waveform amplitude decreases from an initially high value to a steady-state level for one phase of the machine.
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
This behavior occurs due to the magnetic flux produced by the short-circuit armature currents. Initially, these currents follow high-reluctance paths but eventually shift to...
645
DC Generator
1.9K
An alternator converts mechanical energy into electrical energy that varies sinusoidally, resulting in AC current. Meanwhile, a DC generator converts mechanical energy into electrical energy, which are DC pulses with the same polarity. The construction of a DC generator is similar to that of an alternator, except that the pair of slip rings is replaced by a single split ring, also called a commutator. The commutator functions like a periodic rotary switch; it changes the contacts with the...
1.9K
Electric Generator: Alternator
3.2K
Electric generators induce an emf by rotating a coil in a magnetic field. A simple alternator is an AC generator that creates electrical energy that varies sinusoidally with time. A simple alternator consists of a conducting loop that is placed inside a uniform magnetic field. The loop is connected to split rings connected to the external circuit with the help of brushes.
The magnetic flux passing through the coil varies sinusoidally as the loop rotates inside the magnetic field. This...
The magnetic flux passing through the coil varies sinusoidally as the loop rotates inside the magnetic field. This...
3.2K
Wind Turbine Machine Models
551
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
551
Load-frequency control
592
Load-frequency control (LFC) is vital for maintaining power system stability, ensuring that frequency and power flows remain within acceptable limits during load changes. Turbine-governor control eliminates rotor accelerations and decelerations following load changes. However, a steady-state frequency error persists when the change in the turbine-governor reference setting is zero. In an interconnected power system, each area agrees to export or import a scheduled amount of power through...
592
